Rate-distortion optimized interactive light field streaming

被引:26
|
作者
Ramanathan, Prashant [1 ]
Kalman, Mark
Girod, Bernd
机构
[1] AOL LLC, San Francisco, CA 94140 USA
[2] Stanford Univ, Stanford, CA 94305 USA
基金
美国国家科学基金会;
关键词
image-based rendering; image coding; image communication; interactive streaming; light field coding; light field streaming; light fields; rate-distortion optimized streaming;
D O I
10.1109/TMM.2007.893350
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
High-quality, photorealistic image-based rendering datasets are typically too large to download entirely before viewing, even when compressed. It is more suitable to instead stream the required image data to a remote user who can start interacting with the dataset immediately. This paper presents an interactive light field streaming system and proposes packet scheduling for transmitting the encoded image data in a rate-distortion optimized manner. An interactive light field streaming system must have low user latency. The system presented in this paper predicts the future user viewing trajectory to mitigate the effects of the low-latency constraints. Experimental results show that view prediction can improve performance, and that this improvement is limited by the prediction accuracy. The proposed packet scheduling algorithm considers network conditions and rate-distortion cost, knowledge of sent and received images, and the distortion for a set of images, to optimize the rendered image quality for the remote user. Rate-distortion optimized scheduling can be implemented either at the receiver or the sender. It is shown that this rate-distortion optimized packet scheduling can significantly improve performance over a heuristic scheduling approach. Experimental results also show that the encoding prediction dependency structure affects streaming performance both through the compression efficiency of the encoding and also through any decoding dependencies that may be introduced.
引用
收藏
页码:813 / 825
页数:13
相关论文
共 50 条
  • [1] Rate-distortion optimized interactive streaming for scalable bitstreams of light fields
    Chang, CL
    Girod, B
    [J]. VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2004, PTS 1 AND 2, 2004, 5308 : 222 - 233
  • [2] Rate-distortion optimized streaming of compressed light fields
    Ramanathan, P
    Kalman, M
    Girod, B
    [J]. 2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 3, PROCEEDINGS, 2003, : 277 - 280
  • [3] Receiver-based rate-distortion optimized interactive streaming for scalable bitstreams of light fields
    Chang, CL
    Girod, B
    [J]. 2004 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXP (ICME), VOLS 1-3, 2004, : 1623 - 1626
  • [4] Rate-distortion analysis for light field coding and streaming
    Rarnanathan, Prashant
    Girod, Bernd
    [J]. SIGNAL PROCESSING-IMAGE COMMUNICATION, 2006, 21 (06) : 462 - 475
  • [5] Rate-distortion optimized streaming of packetized media
    Chou, PA
    Miao, ZR
    [J]. IEEE TRANSACTIONS ON MULTIMEDIA, 2006, 8 (02) : 390 - 404
  • [6] Receiver-driven rate-distortion optimized streaming of light fields
    Ramanathan, P
    Girod, B
    [J]. 2005 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), VOLS 1-5, 2005, : 3857 - 3860
  • [7] Rate-distortion optimized streaming of authenticated video
    Zhang, Zhishou
    Sun, Qibin
    Wong, Wai-Choong
    Apostolopoulos, John
    Wee, Susie
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS, 2006, : 1661 - +
  • [8] Rate-distortion optimized media streaming with adaptive rate control
    Chakareski, J
    [J]. VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2005, PTS 1-4, 2005, 5960 : 1634 - 1645
  • [9] Rate-distortion optimized video streaming with multiple deadlines
    Kalman, M
    Ramanathan, P
    Girod, B
    [J]. 2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 3, PROCEEDINGS, 2003, : 661 - 664
  • [10] Rate-distortion optimized video streaming with adaptive playout
    Kalman, M
    Steinbach, E
    Girod, B
    [J]. 2002 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL III, PROCEEDINGS, 2002, : 189 - 192